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小鼠 V1 中的神经元表现出不同程度的空间聚类。

The neurons in mouse V1 show different degrees of spatial clustering.

机构信息

College of Intelligence Science and Technology, National University of Defense Technology, 109 Deya road, Changsha 410073, Hunan, China.

College of Intelligence Science and Technology, National University of Defense Technology, 109 Deya road, Changsha 410073, Hunan, China.

出版信息

Brain Res Bull. 2022 Nov;190:62-68. doi: 10.1016/j.brainresbull.2022.09.011. Epub 2022 Sep 16.

Abstract

Higher mammals' primary visual cortex exhibits columnar organization, where neurons with similar response preferences are clustered. In contrast, rodents are presumed to lack this fine-scale organization; their neurons appear to be randomly arranged, described as a salt-and-pepper map. However, recent studies suggested a weak but significant spatial clustering of tuning in the salt-and-pepper map, similar to columnar organization. Thus, the salt-and-pepper map possesses the characteristics of both columnar organization and random arrangement. This raises the question about whether this mixed organization is attributed to different types of neurons. Here, we examined the tuning of primary visual cortical neurons in awake mice with a two-photon calcium imaging dataset, which were released by Allen Institute MindScope Program. First, we demonstrated that neurons with similar response preferences were clustered by showing that neighboring neurons tended to have similar orientation and temporal frequency preferences. Then, we compared the clustering of tuning between simple cells and complex cells and found the clustering of tuning among simple cells was significantly more prominent than that among complex cells. Furthermore, the simple/complex cell classification correlated with the stability of neuronal response. Neurons with stable responses were arranged independent of their tuning similarity, whereas unstable neurons were clustered according to their tuning similarity. These findings might represent a balance between efficiency and robustness: relatively independent tuning among stable neurons represents visual information efficiently, whereas unstable neurons with similar response preferences are clustered to obtain a robust representation with population codes.

摘要

高等哺乳动物的初级视觉皮层表现出柱状组织,其中具有相似反应偏好的神经元聚集在一起。相比之下,啮齿动物被认为缺乏这种精细的组织;它们的神经元似乎是随机排列的,可以用“盐和胡椒”地图来描述。然而,最近的研究表明,在“盐和胡椒”地图中存在着微弱但显著的调谐空间聚类,类似于柱状组织。因此,“盐和胡椒”地图具有柱状组织和随机排列的特征。这就提出了一个问题,即这种混合组织是否归因于不同类型的神经元。在这里,我们使用 Allen Institute MindScope 计划发布的双光子钙成像数据集,检查了清醒小鼠初级视觉皮层神经元的调谐。首先,我们通过显示相邻神经元往往具有相似的方向和时间频率偏好,证明了具有相似反应偏好的神经元是聚集在一起的。然后,我们比较了简单细胞和复杂细胞调谐的聚类,发现简单细胞调谐的聚类比复杂细胞调谐的聚类更为显著。此外,简单/复杂细胞的分类与神经元反应的稳定性相关。具有稳定反应的神经元是独立于其调谐相似性排列的,而不稳定的神经元则根据其调谐相似性聚类。这些发现可能代表了效率和鲁棒性之间的平衡:稳定神经元之间相对独立的调谐代表了有效的视觉信息,而具有相似反应偏好的不稳定神经元则聚类以获得具有群体编码的鲁棒表示。

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